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1.
PLoS Genet ; 8(4): e1002639, 2012.
Article in English | MEDLINE | ID: mdl-22532805

ABSTRACT

The genetic basis of gene expression variation has long been studied with the aim to understand the landscape of regulatory variants, but also more recently to assist in the interpretation and elucidation of disease signals. To date, many studies have looked in specific tissues and population-based samples, but there has been limited assessment of the degree of inter-population variability in regulatory variation. We analyzed genome-wide gene expression in lymphoblastoid cell lines from a total of 726 individuals from 8 global populations from the HapMap3 project and correlated gene expression levels with HapMap3 SNPs located in cis to the genes. We describe the influence of ancestry on gene expression levels within and between these diverse human populations and uncover a non-negligible impact on global patterns of gene expression. We further dissect the specific functional pathways differentiated between populations. We also identify 5,691 expression quantitative trait loci (eQTLs) after controlling for both non-genetic factors and population admixture and observe that half of the cis-eQTLs are replicated in one or more of the populations. We highlight patterns of eQTL-sharing between populations, which are partially determined by population genetic relatedness, and discover significant sharing of eQTL effects between Asians, European-admixed, and African subpopulations. Specifically, we observe that both the effect size and the direction of effect for eQTLs are highly conserved across populations. We observe an increasing proximity of eQTLs toward the transcription start site as sharing of eQTLs among populations increases, highlighting that variants close to TSS have stronger effects and therefore are more likely to be detected across a wider panel of populations. Together these results offer a unique picture and resource of the degree of differentiation among human populations in functional regulatory variation and provide an estimate for the transferability of complex trait variants across populations.


Subject(s)
Gene Expression Regulation , Quantitative Trait Loci/genetics , Regulatory Sequences, Nucleic Acid/genetics , Transcription Initiation Site , Asian People/genetics , Black People/genetics , Cell Line , Genetics, Population , Genome, Human , HapMap Project , Humans , Polymorphism, Single Nucleotide , White People/genetics
2.
Cancer Cell ; 18(5): 524-35, 2010 Nov 16.
Article in English | MEDLINE | ID: mdl-21074499

ABSTRACT

The JAK2V617F mutation is associated with distinct myeloproliferative neoplasms, including polycythemia vera (PV) and essential thrombocythemia (ET), but it remains unclear how it generates disparate disorders. By comparing clonally-derived mutant and wild-type cells from individual patients, we demonstrate that the transcriptional consequences of JAK2V617F are subtle, and that JAK2V617F-heterozygous erythroid cells from ET and PV patients exhibit differential interferon signaling and STAT1 phosphorylation. Increased STAT1 activity in normal CD34-positive progenitors produces an ET-like phenotype, whereas downregulation of STAT1 activity in JAK2V617F-heterozygous ET progenitors produces a PV-like phenotype. Our results illustrate the power of clonal analysis, indicate that the consequences of JAK2V617F reflect a balance between STAT5 and STAT1 activation and are relevant for other neoplasms associated with signaling pathway mutations.


Subject(s)
Janus Kinase 2/genetics , Myeloproliferative Disorders/genetics , Polycythemia Vera/genetics , STAT1 Transcription Factor/metabolism , Thrombocythemia, Essential/genetics , Amino Acid Substitution , Cell Culture Techniques , Cell Differentiation/genetics , Cells, Cultured , Cluster Analysis , Down-Regulation , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Heterozygote , Humans , Interferons/metabolism , Megakaryocytes/pathology , Phenotype , Phosphorylation , STAT1 Transcription Factor/genetics , STAT5 Transcription Factor/genetics , STAT5 Transcription Factor/metabolism , Signal Transduction , Transcriptional Activation
3.
PLoS Genet ; 4(10): e1000244, 2008 Oct.
Article in English | MEDLINE | ID: mdl-18974877

ABSTRACT

Genome-wide associations have shown a lot of promise in dissecting the genetics of complex traits in humans with single variants, yet a large fraction of the genetic effects is still unaccounted for. Analyzing genetic interactions between variants (epistasis) is one of the potential ways forward. We investigated the abundance and functional impact of a specific type of epistasis, namely the interaction between regulatory and protein-coding variants. Using genotype and gene expression data from the 210 unrelated individuals of the original four HapMap populations, we have explored the combined effects of regulatory and protein-coding single nucleotide polymorphisms (SNPs). We predict that about 18% (1,502 out of 8,233 nsSNPs) of protein-coding variants are differentially expressed among individuals and demonstrate that regulatory variants can modify the functional effect of a coding variant in cis. Furthermore, we show that such interactions in cis can affect the expression of downstream targets of the gene containing the protein-coding SNP. In this way, a cis interaction between regulatory and protein-coding variants has a trans impact on gene expression. Given the abundance of both types of variants in human populations, we propose that joint consideration of regulatory and protein-coding variants may reveal additional genetic effects underlying complex traits and disease and may shed light on causes of differential penetrance of known disease variants.


Subject(s)
Epistasis, Genetic , Open Reading Frames/genetics , Polymorphism, Single Nucleotide , Regulatory Sequences, Nucleic Acid , Amino Acid Substitution , Analysis of Variance , Chromosome Mapping , Gene Expression , Genome, Human , Genotype , Humans , Linkage Disequilibrium , Transcriptional Activation
4.
Nat Genet ; 39(10): 1217-24, 2007 Oct.
Article in English | MEDLINE | ID: mdl-17873874

ABSTRACT

Genetic variation influences gene expression, and this variation in gene expression can be efficiently mapped to specific genomic regions and variants. Here we have used gene expression profiling of Epstein-Barr virus-transformed lymphoblastoid cell lines of all 270 individuals genotyped in the HapMap Consortium to elucidate the detailed features of genetic variation underlying gene expression variation. We find that gene expression is heritable and that differentiation between populations is in agreement with earlier small-scale studies. A detailed association analysis of over 2.2 million common SNPs per population (5% frequency in HapMap) with gene expression identified at least 1,348 genes with association signals in cis and at least 180 in trans. Replication in at least one independent population was achieved for 37% of cis signals and 15% of trans signals, respectively. Our results strongly support an abundance of cis-regulatory variation in the human genome. Detection of trans effects is limited but suggests that regulatory variation may be the key primary effect contributing to phenotypic variation in humans. We also explore several methodologies that improve the current state of analysis of gene expression variation.


Subject(s)
Gene Expression , Genetics, Population , Genome, Human , Genomics , Alleles , Cell Line, Tumor , Chromosomes, Human, Pair 2 , Gene Expression Profiling , Genetic Variation , Humans , Phenotype , Polymorphism, Single Nucleotide , Repressor Proteins/genetics , Transcription Initiation Site
5.
Genome Biol ; 8(6): R118, 2007.
Article in English | MEDLINE | ID: mdl-17578567

ABSTRACT

BACKGROUND: Gene regulation is considered one of the driving forces of evolution. Although protein-coding DNA sequences and RNA genes have been subject to recent evolutionary events in the human lineage, it has been hypothesized that the large phenotypic divergence between humans and chimpanzees has been driven mainly by changes in gene regulation rather than altered protein-coding gene sequences. Comparative analysis of vertebrate genomes has revealed an abundance of evolutionarily conserved but noncoding sequences. These conserved noncoding (CNC) sequences may well harbor critical regulatory variants that have driven recent human evolution. RESULTS: Here we identify 1,356 CNC sequences that appear to have undergone dramatic human-specific changes in selective pressures, at least 15% of which have substitution rates significantly above that expected under neutrality. The 1,356 'accelerated CNC' (ANC) sequences are enriched in recent segmental duplications, suggesting a recent change in selective constraint following duplication. In addition, single nucleotide polymorphisms within ANC sequences have a significant excess of high frequency derived alleles and high F(ST) values relative to controls, indicating that acceleration and positive selection are recent in human populations. Finally, a significant number of single nucleotide polymorphisms within ANC sequences are associated with changes in gene expression. The probability of variation in an ANC sequence being associated with a gene expression phenotype is fivefold higher than variation in a control CNC sequence. CONCLUSION: Our analysis suggests that ANC sequences have until very recently played a role in human evolution, potentially through lineage-specific changes in gene regulation.


Subject(s)
Evolution, Molecular , Gene Expression Regulation , Genome, Human , Regulatory Sequences, Nucleic Acid , Animals , Base Sequence , Conserved Sequence , Genome , Humans , Macaca , Pan troglodytes , Polymorphism, Single Nucleotide , Selection, Genetic , Sequence Analysis, DNA
6.
Science ; 315(5813): 848-53, 2007 Feb 09.
Article in English | MEDLINE | ID: mdl-17289997

ABSTRACT

Extensive studies are currently being performed to associate disease susceptibility with one form of genetic variation, namely, single-nucleotide polymorphisms (SNPs). In recent years, another type of common genetic variation has been characterized, namely, structural variation, including copy number variants (CNVs). To determine the overall contribution of CNVs to complex phenotypes, we have performed association analyses of expression levels of 14,925 transcripts with SNPs and CNVs in individuals who are part of the International HapMap project. SNPs and CNVs captured 83.6% and 17.7% of the total detected genetic variation in gene expression, respectively, but the signals from the two types of variation had little overlap. Interrogation of the genome for both types of variants may be an effective way to elucidate the causes of complex phenotypes and disease in humans.


Subject(s)
Gene Dosage , Gene Expression Regulation , Genetic Variation , Genome, Human , Polymorphism, Single Nucleotide , Cell Line , Female , Gene Deletion , Gene Duplication , Genetics, Population , Genomics/methods , Haplotypes , Humans , Linkage Disequilibrium , Male , Mutation , Nucleic Acid Hybridization , Phenotype , Regression Analysis
7.
Nat Genet ; 39(1): 120-5, 2007 Jan.
Article in English | MEDLINE | ID: mdl-17159978

ABSTRACT

Infections with the malaria parasite Plasmodium falciparum result in more than 1 million deaths each year worldwide. Deciphering the evolutionary history and genetic variation of P. falciparum is critical for understanding the evolution of drug resistance, identifying potential vaccine candidates and appreciating the effect of parasite variation on prevalence and severity of malaria in humans. Most studies of natural variation in P. falciparum have been either in depth over small genomic regions (up to the size of a small chromosome) or genome wide but only at low resolution. In an effort to complement these studies with genome-wide data, we undertook shotgun sequencing of a Ghanaian clinical isolate (with fivefold coverage), the IT laboratory isolate (with onefold coverage) and the chimpanzee parasite P. reichenowi (with twofold coverage). We compared these sequences with the fully sequenced P. falciparum 3D7 isolate genome. We describe the most salient features of P. falciparum polymorphism and adaptive evolution with relation to gene function, transcript and protein expression and cellular localization. This analysis uncovers the primary evolutionary changes that have occurred since the P. falciparum-P. reichenowi speciation and changes that are occurring within P. falciparum.


Subject(s)
Evolution, Molecular , Genetic Variation , Genome, Protozoan , Plasmodium falciparum/genetics , Animals , Female , Genetic Speciation , Ghana , Humans , Malaria, Falciparum/parasitology , Open Reading Frames , Pan troglodytes , Plasmodium/genetics , Polymorphism, Single Nucleotide
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